Adversarial Evasion Attack on MGTBench WP
90ASRMASH
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MASHDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 90 | 20.8 | 64.71 | 89.74 | |
| TextBuggerDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 77 | 34.24 | 49.36 | 93.18 | |
| CharmerDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 62 | 17.26 | 57.85 | 97.59 | |
| TextFoolerDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 59 | 50.2 | 42.49 | 93.79 | |
| DeepWordBugDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 51 | 32.85 | 52.38 | 94.97 | |
| ToblendDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 19 | 6.59 | 48.14 | 73.12 | |
| CoPADetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 17 | 25.47 | 63.25 | 88.07 | |
| HMGCDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 15 | 41.82 | 57.63 | 93.19 | |
| DIPPERDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 4 | 14.11 | 57.73 | 90.06 | |
| MASHDetector=Binoculars2026.01 | 0.85 | 12.05 | 68.83 | 92.86 | |
| CharmerDetector=Binoculars2026.01 | 0.52 | 14.95 | 62.33 | 98.38 | |
| GradEscapeDetector=Binoculars2026.01 | 0.37 | 12.29 | 67.45 | 96.83 | |
| PromptAttackDetector=Binoculars2026.01 | 0.35 | 10.3 | 68.81 | 92.64 | |
| DIPPERDetector=Binoculars2026.01 | 0.33 | 12.63 | 66.79 | 90.86 | |
| HMGCDetector=Binoculars2026.01 | 0.31 | 14.26 | 62.08 | 97.73 | |
| ToblendDetector=Binoculars2026.01 | 0.22 | 13.22 | 53.03 | 73.72 | |
| CoPADetector=Binoculars2026.01 | 0.16 | 10.08 | 39.21 | 91.56 | |
| DPO-EvaderDetector=Binoculars2026.01 | 0.02 | 4.59 | 15.91 | 91.98 | |
| PromptAttackDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 0 | 10.55 | 72.56 | 92.46 | |
| DPO-EvaderDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 0 | 5.41 | 20.37 | 92.3 | |
| GradEscapeDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 0 | 13.49 | 65.16 | 98.65 | |
| DeepWordBugDetector=Binoculars2026.01 | 0 | 12.4 | 61.79 | 98.23 | |
| TextBuggerDetector=Binoculars2026.01 | 0 | 14.43 | 61.09 | 97.06 | |
| TextFoolerDetector=Binoculars2026.01 | 0 | 15.09 | 60.27 | 97.6 |